CyPortQA: Benchmarking Multimodal Large Language Models for Cyclone Preparedness in Port Operation

Chenchen Kuai, Chenhao Wu, Yang Zhou +5

As tropical cyclones intensify and track forecasts become increasingly uncertain, U.S. ports face heightened supply-chain risk under extreme weather conditions. Port operators need…